{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Class-conditional Experiment on EEG Dataset\n",
    "\n",
    "This notebook provides a usage guide for generating multi-class time series using Diffusion-TS via [Classifier Guidance](https://arxiv.org/abs/2105.05233). The used [EEG data](https://archive.ics.uci.edu/ml/datasets/EEG+Eye+State) and [pre-processing code](https://github.com/aliseyfi75/COSCI-GAN/blob/main/Code/EEG_data_preprocessing.ipynb) are forked from [COSCI-GAN](https://github.com/aliseyfi75/COSCI-GAN), so their contributions are appreciated here 😊. Also note that this part is not in the original paper, and we use the Transformer Encoder as the underlying model to build the classifier $p(y|x_t, t)$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "sys.path.append(os.path.join(os.path.dirname('__file__'), '../'))\n",
    "\n",
    "import torch\n",
    "import numpy as np\n",
    "\n",
    "from engine.solver import Trainer\n",
    "from Utils.metric_utils import visualization\n",
    "from Data.build_dataloader import build_dataloader\n",
    "from Utils.io_utils import load_yaml_config, instantiate_from_config\n",
    "from Models.interpretable_diffusion.model_utils import unnormalize_to_zero_to_one, cond_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Args_Example:\n",
    "    def __init__(self) -> None:\n",
    "        self.config_path = '../Config/eeg.yaml'\n",
    "        self.gpu = 0\n",
    "        self.save_dir = '../class_exp'\n",
    "        os.makedirs(self.save_dir, exist_ok=True)\n",
    "\n",
    "args =  Args_Example()\n",
    "configs = load_yaml_config(args.config_path)\n",
    "device = torch.device(f'cuda:{args.gpu}' if torch.cuda.is_available() else 'cpu')\n",
    "\n",
    "dl_info = build_dataloader(configs, args)\n",
    "model = instantiate_from_config(configs['model']).to(device)\n",
    "classifier = instantiate_from_config(configs['classifier']).to(device)\n",
    "trainer = Trainer(config=configs, args=args, model=model, dataloader=dl_info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7d932fb0657d4f7f9b8d3a16b8736ab7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/12000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training complete\n"
     ]
    }
   ],
   "source": [
    "trainer.train()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5ed061841d1d487cb070220b100877cc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/12000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training complete\n"
     ]
    }
   ],
   "source": [
    "trainer.train_classfier(classifier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = dl_info['dataset']\n",
    "seq_length, feature_dim = dataset.window, dataset.var_num\n",
    "\n",
    "model_kwargs = {}\n",
    "model_kwargs['classifier'] = trainer.classifier\n",
    "model_kwargs['classifier_scale'] = 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "22fa5ec45db94eeb81623bddd410f7ab",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4987414a442a4854a197b3650772ea92",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cc24554924f847d4b3246b5213618b83",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "88dd992373164ff8ab9f2e4028220d45",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3d671a7d558349e894644fa3c9b8e381",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "41ac18b356c843b48c9c82a3b5f751f4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8e3f086bffd64bde83d0d8b0383180b8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ori_data_0 = dataset.normalize(dataset.data_0)\n",
    "\n",
    "model_kwargs['y'] = torch.zeros((1001, )).long().to(device)\n",
    "\n",
    "fake_data_0 = trainer.sample(num=len(ori_data_0), size_every=1001, shape=[seq_length, feature_dim], \n",
    "                             model_kwargs=model_kwargs, cond_fn=cond_fn)\n",
    "if dataset.auto_norm:\n",
    "    ori_data_0 = unnormalize_to_zero_to_one(ori_data_0)\n",
    "    fake_data_0 = unnormalize_to_zero_to_one(fake_data_0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualization(ori_data=ori_data_0, generated_data=fake_data_0, analysis='pca', compare=ori_data_0.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cecd8c34b61b49aeaa5d9ce81392b591",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2d5c91f796da473fbc05f4fa7e3114ef",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "634f8a015ea4413fae2c3d08fd91a27e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ff460f9f852e4291b17cf609c220b4fa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "549471d24980485e8bb289a6cee794c6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9eeb3eb4a4c04cb0bc7efaffc41524c8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ori_data_1 = dataset.normalize(dataset.data_1)\n",
    "\n",
    "model_kwargs['y'] = torch.ones((1001, )).long().to(device)\n",
    "\n",
    "fake_data_1 = trainer.sample(num=len(ori_data_1), size_every=1001, shape=[seq_length, feature_dim], \n",
    "                             model_kwargs=model_kwargs, cond_fn=cond_fn)\n",
    "if dataset.auto_norm:\n",
    "    ori_data_1 = unnormalize_to_zero_to_one(ori_data_1)\n",
    "    fake_data_1 = unnormalize_to_zero_to_one(fake_data_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualization(ori_data=ori_data_1, generated_data=fake_data_1, analysis='pca', compare=ori_data_1.shape[0])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "DPlearning_3.8",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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